Table 4 The table shows the test MAE of the SC model, proposed TL model and % error change for each of the target materials properties for prediction task of ‘JARVIS-2D Database’.
Property | Data Size | Base | MAE of SC Model | MAE of Proposed TL Model | % Error Change |
|---|---|---|---|---|---|
BgOptb (eV) | 1074 | 0.9991 | 0.3537 | 0.3449 | -2.49 |
Deltae (eVatom−1) | 1074 | 0.5972 | 0.1264 | 0.0715 | -43.43 |
KLU (Å) | 1073 | 17.673 | 9.6951 | 9.5837 | -1.15 |
Magout (μB) | 1072 | 1.1681 | 0.1951 | 0.2100 | 7.64 |
Encut (eV) | 1070 | 153.22 | 71.511 | 81.200 | 13.55 |
Magoszi (μB) | 1036 | 1.0969 | 0.2138 | 0.1564 | -26.85 |
Epsx | 885 | 7.7160 | 4.0413 | 2.7412 | -32.17 |
Epsy | 885 | 8.2292 | 3.8451 | 3.6114 | -6.08 |
Epsz | 885 | 2.2659 | 1.9724 | 0.9043 | -54.15 |
PPF (μWm−1K−2) | 800 | 406.56 | 297.18 | 288.27 | -3.00 |
NPF (μWm−1K−2) | 800 | 354.84 | 306.03 | 270.52 | -11.60 |
Exfoli (meVatom−1) | 742 | 59.268 | 37.131 | 36.213 | -2.47 |
NSB (μVK−1) | 733 | 82.250 | 54.303 | 48.856 | -10.03 |
PSB (μVK−1) | 707 | 101.23 | 51.462 | 51.007 | -0.88 |
Spillage | 602 | 0.3039 | 0.1899 | 0.1971 | 3.79 |
Pem300k (m0) | 264 | 0.6613 | 0.7691 | 0.1417 | -81.58 |
Nem300k (m0) | 253 | 0.6801 | 0.5672 | 0.3964 | -30.11 |
Mepsz | 246 | 3.7593 | 1.3816 | 1.8648 | 34.97 |
Mepsx | 244 | 11.003 | 10.3305 | 9.4178 | -8.84 |
SLME (%) | 244 | 11.335 | 6.3130 | 5.1177 | -18.93 |
Mepsy | 243 | 12.302 | 6.7274 | 6.4251 | -4.49 |
ETC11 (GPa) | 224 | 39.869 | 37.327 | 35.990 | -3.58 |
ETC22 (GPa) | 223 | 52.439 | 45.719 | 42.894 | -6.18 |
BgMbj (eV) | 217 | 1.6573 | 0.9177 | 0.7503 | -18.24 |
ETC12 (GPa) | 212 | 17.352 | 12.654 | 14.573 | 15.17 |
ETC44 (GPa) | 206 | 6.1253 | 2.4420 | 2.4040 | -1.56 |
MaxM (cm−1) | 184 | 223.29 | 78.586 | 66.534 | -15.34 |
MinM (cm−1) | 183 | 19.081 | 49.546 | 1.937 | -96.09 |
ETC55 (GPa) | 180 | 2.0985 | 2.9595 | 0.1973 | -93.33 |
ETC66 (GPa) | 180 | 1.7033 | 1.4323 | 0.1185 | -91.73 |
ETC13 (GPa) | 153 | 1.8649 | 1.4365 | 0.9880 | -31.22 |
ETC33 (GPa) | 135 | 6.2401 | 7.9269 | 6.0764 | -23.34 |